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Active learning agents typically employ a query selection algorithm which solely considers the agent's learning objectives. However, this may be insufficient in more realistic human domains. This work uses imitation learning to enable an…

机器学习 · 计算机科学 2019-07-02 Kalesha Bullard , Yannick Schroecker , Sonia Chernova

Social robots are emerging as learning companions for children, and research shows that they facilitate the development of interest and learning even through brief interactions. However, little is known about how such technologies might…

机器人学 · 计算机科学 2023-01-13 Bengisu Cagiltay , Nathan White , Rabia Ibtasar , Bilge Mutlu , Joseph Michaelis

The promotion of a healthy lifestyle is one of the main drivers of an individual's overall physical and psycho-emotional well-being. Digital technologies are more and more adopted as ''facilitators'' for this goal, to raise awareness and…

人机交互 · 计算机科学 2025-05-01 Antonia Azzini , Ilaria Baroni , Irene Celino

Self-improving agents aim to continuously acquire new capabilities with minimal supervision. However, current approaches face two key limitations: their self-improvement processes are often rigid, fail to generalize across tasks domains,…

人工智能 · 计算机科学 2025-06-06 Tennison Liu , Mihaela van der Schaar

The conversational search task aims to enable a user to resolve information needs via natural language dialogue with an agent. In this paper, we aim to develop a conceptual framework of the actions and intents of users and agents explaining…

信息检索 · 计算机科学 2024-04-15 Leif Azzopardi , Mateusz Dubiel , Martin Halvey , Jeffery Dalton

Multi-agent reinforcement learning has been used as an effective means to study emergent communication between agents, yet little focus has been given to continuous acoustic communication. This would be more akin to human language…

计算与语言 · 计算机科学 2023-05-03 Kevin Eloff , Okko Räsänen , Herman A. Engelbrecht , Arnu Pretorius , Herman Kamper

Information access systems such as search engines and generative AI are central to how people seek, evaluate, and interpret information. Yet most systems are designed to optimise retrieval rather than to help users develop better search…

人机交互 · 计算机科学 2026-01-14 David Elsweiler

The rise of increasingly more powerful chatbots offers a new way to collect information through conversational surveys, where a chatbot asks open-ended questions, interprets a user's free-text responses, and probes answers whenever needed.…

人机交互 · 计算机科学 2020-03-24 Ziang Xiao , Michelle X. Zhou , Q. Vera Liao , Gloria Mark , Changyan Chi , Wenxi Chen , Huahai Yang

Studies on software tutoring systems for complex learning have shown that confusion has a beneficial relationship with the learning experience and student engagement (Arguel et al., 2017). Causing confusion can prevent boredom while signs…

人机交互 · 计算机科学 2025-07-08 Thomas Vase Schultz Volden , Paolo Burelli

Neurodevelopmental Disorders (NDD) are a group of conditions with onset in the developmental period characterized by deficits in the cognitive and social areas. Conversational agents have been increasingly explored to support therapeutic…

人机交互 · 计算机科学 2022-10-28 Fabio Catania , Micol Spitale , Franca Garzotto

Hierarchical abstraction and curiosity-driven exploration are two common paradigms in current reinforcement learning approaches to break down difficult problems into a sequence of simpler ones and to overcome reward sparsity. However, there…

机器学习 · 计算机科学 2020-08-18 Frank Röder , Manfred Eppe , Phuong D. H. Nguyen , Stefan Wermter

When communicating, people behave consistently across conversational roles: People understand the words they say and are able to produce the words they hear. To date, artificial agents developed for language tasks have lacked such symmetry,…

计算与语言 · 计算机科学 2020-10-13 Charles Lovering , Ellie Pavlick

Computer-aided design of molecules has the potential to disrupt the field of drug and material discovery. Machine learning, and deep learning, in particular, have been topics where the field has been developing at a rapid pace.…

机器学习 · 计算机科学 2022-08-08 Luca A. Thiede , Mario Krenn , AkshatKumar Nigam , Alan Aspuru-Guzik

The emergence of generative AI has accelerated the development of conversational tutoring systems that interact with students through natural language dialogue. Unlike prior intelligent tutoring systems (ITS), which largely function as…

人机交互 · 计算机科学 2026-02-24 Kirk Vanacore , Ryan S. Baker , Avery H. Closser , Jeremy Roschelle

Conversational agents have become ubiquitous, ranging from goal-oriented systems for helping with reservations to chit-chat models found in modern virtual assistants. In this survey paper, we explore this fascinating field. We look at some…

人工智能 · 计算机科学 2018-03-29 Vinayak Mathur , Arpit Singh

As AI systems shape individual and societal decisions, fostering critical AI literacy is essential. Traditional approaches, such as blog articles, static lessons, and social media discussions, often fail to support deep conceptual…

人机交互 · 计算机科学 2025-07-30 Yiling Zhao , Audrey Michal , Nithum Thain , Hari Subramonyam

Human intelligence can remarkably adapt quickly to new tasks and environments. Starting from a very young age, humans acquire new skills and learn how to solve new tasks either by imitating the behavior of others or by following provided…

We develop a general problem setting for training and testing the ability of agents to gather information efficiently. Specifically, we present a collection of tasks in which success requires searching through a partially-observed…

机器学习 · 计算机科学 2016-12-09 Philip Bachman , Alessandro Sordoni , Adam Trischler

This work-in-progress paper presents SPARC (Systematic Problem Solving and Algorithmic Reasoning for Children), a gamified learning platform designed to enhance engagement and knowledge retention in K-12 STEM education. Traditional…

计算机与社会 · 计算机科学 2025-08-05 Chengzhang Zhu , Cecile H. Sam , Yanlai Wu , Ying Tang

Virtual agents are commonly used in physical activity interventions to support behavior change, often taking the role of coaches that deliver encouragement and feedback. While effective for compliance, this role typically lacks relational…

人机交互 · 计算机科学 2025-08-19 Alessandro Silacci , Maurizio Caon , Mauro Cherubini